R paketleri
Neden paketler var


Paketleri nereden bulabiliriz
Kendi paket evrenini oluştur
R paket yükleme
install.packages("tidyverse", dependencies = TRUE)
install.packages("jmv", dependencies = TRUE)
install.packages("questionr", dependencies = TRUE)
install.packages("Rcmdr", dependencies = TRUE)
install.packages("summarytools")
Paket çağırma
require(tidyverse)
require(jmv)
require(questionr)
library(summarytools)
library(gganimate)
Veriyi görüntüleme
Veriyi görüntüleme
library(nycflights13)
summary(flights)
Veriyi değiştirme
Veriyi kod ile değiştirelim
Veriyi eklentilerle değiştirme
Basit tanımlayıcı istatistikler
summary()
mean
median
min
max
sd
table()
library(readr)
irisdata <- read_csv("data/iris.csv")
jmv::descriptives(
data = irisdata,
vars = "Sepal.Length",
splitBy = "Species",
freq = TRUE,
hist = TRUE,
dens = TRUE,
bar = TRUE,
box = TRUE,
violin = TRUE,
dot = TRUE,
mode = TRUE,
sum = TRUE,
sd = TRUE,
variance = TRUE,
range = TRUE,
se = TRUE,
skew = TRUE,
kurt = TRUE,
quart = TRUE,
pcEqGr = TRUE)
# install.packages("scatr")
scatr::scat(
data = irisdata,
x = "Sepal.Length",
y = "Sepal.Width",
group = "Species",
marg = "dens",
line = "linear",
se = TRUE)
DataExplorer
library(DataExplorer)
DataExplorer::create_report(df)

Grafikler
# library(ggplot2)
# library(mosaic)
# mPlot(irisdata)
descr(tobacco, style = 'rmarkdown')
print(descr(tobacco), method = 'render', table.classes = 'st-small')
dfSummary(tobacco, style = 'grid', plain.ascii = FALSE)
print(dfSummary(tobacco, graph.magnif = 0.75), method = 'render')
A beginner kit for #rstats The Landscape of R Packages for Automated Exploratory Data Analysis https://journal.r-project.org/archive/2019/RJ-2019-033/
@article{RJ-2019-033, author = {Mateusz Staniak and Przemysław Biecek}, title = {{The Landscape of R Packages for Automated Exploratory Data Analysis}}, year = {2019}, journal = {{The R Journal}}, doi = {10.32614/RJ-2019-033}, url = {https://journal.r-project.org/archive/2019/RJ-2019-033/index.html} }

Sonraki Konular
- RStudio ile GitHub kullanımı
- R Markdown ve R Notebook ile tekrarlanabilir rapor
- Hipotez testleri
Libraries Used
citation("tidyverse")
citation("foreign")
citation("tidylog")
citation("janitor")
citation("jmv")
citation("tangram")
citation("finalfit")
citation("summarytools")
citation("ggstatplot")
citation("readxl")
İletişim
Completed on 2019-12-20 13:52:40.
Serdar Balci, MD, Pathologist
drserdarbalci@gmail.com
https://rpubs.com/sbalci/CV
https://sbalci.github.io/
https://github.com/sbalci
https://twitter.com/serdarbalci
CommitMessage <- paste("updated on ", Sys.time(), sep = "")
wd <- getwd()
gitCommand <- paste("cd ", wd, " \n git add . \n git commit --message '", CommitMessage, "' \n git push origin master \n", sep = "")
system(command = gitCommand, intern = TRUE
)
---
title: R ile analize başlarken^[Bu bir derlemedir, mümkün mertebe alıntılara referans
  vermeye çalıştım.]
author: "Derleyen [Serdar Balcı, MD, Pathologist](https://sbalci.github.io/)"
institute: "[serdarbalci.com](https://www.serdarbalci.com)"
date: "`r format(Sys.Date())`"
output:
  xaringan::moon_reader:
    lib_dir: libs
    nature:
      beforeInit: ["macros.js", "https://platform.twitter.com/widgets.js"]
      highlightStyle: github
      highlightLines: true
      countIncrementalSlides: false
    self_contained: true
  revealjs::revealjs_presentation:
  html_notebook:
    fig_caption: yes
    highlight: kate
    number_sections: yes
    theme: flatly
    toc: yes
    toc_depth: 5
    toc_float: yes
  pdf_document:
    toc: yes
    toc_depth: '5'
  html_document:
    fig_caption: yes
    keep_md: yes
    toc: yes
    toc_depth: 5
    toc_float: yes
editor_options: 
  chunk_output_type: inline
---

<!-- Open all links in new tab-->  
<base target="_blank"/>   

<!-- Go to www.addthis.com/dashboard to customize your tools --> <script type="text/javascript" src="//s7.addthis.com/js/300/addthis_widget.js#pubid=ra-5bc36900a405090b">  
</script>

<!-- [![](http://res.cloudinary.com/dyd911kmh/image/upload/f_auto,q_auto:best/v1530113077/Image_2_vfy48b.png)](https://www.datacamp.com/community/tutorials/data-science-pitfalls) -->


```{r setup global chunk settings, include=FALSE}
knitr::opts_chunk$set(
	message = FALSE,
	warning = FALSE,
	comment = NA,
	include = FALSE,
	tidy = TRUE
)
```


# R nerede kullanılır

- Veri düzenleme
- İstatistik analiz
- Web sayfası hazırlama (Statik/Dinamik)
https://sbalci.github.io/  
https://kevinrue.shinyapps.io/isee-shiny-contest/
- Sunum hazırlama (bu sunum)
- Programlama
https://serdarbalci.netlify.com/pathtweets/
- Otomatik, periodik ve tekrarlanabilir rapor hazırlama
https://sbalci.github.io/AutoJournalWatch/GallbladderRecent.html
- pdf, html, ppt oluşturma
- tez yazma
- kitap yazma
- CV oluşturma
https://rpubs.com/sbalci/CV   
- poster hazırlama
- rapor şablonu oluşturma
- Robot uygulamaları (Arudino kodu)
- ...



---

# R generation

R yıllar içinde çok fazla değişim gösterdi

https://rss.onlinelibrary.wiley.com/doi/10.1111/j.1740-9713.2018.01169.x

![](https://wol-prod-cdn.literatumonline.com/pb-assets/journal-banners/17409713-1501384756037.jpg)

![:scale 30%](https://wol-prod-cdn.literatumonline.com/cms/attachment/1a49c07b-b56f-4327-8e92-7827ef51a7bb/sign1169-gra-0002-m.jpg)


```{r eval=FALSE, include=FALSE}
knitr::include_graphics(path = "https://wol-prod-cdn.literatumonline.com/cms/attachment/1a49c07b-b56f-4327-8e92-7827ef51a7bb/sign1169-gra-0002-m.jpg")
```


---

# R yükleme

http://www.youtube.com/watch?v=XcBLEVknqvY


![What is R?](http://img.youtube.com/vi/XcBLEVknqvY/0.jpg)


---


## R-project

https://cran.r-project.org/

---

## RStudio


![](https://ismayc.github.io/talks/ness-infer/img/engine.png)

---

### RStudio

[https://www.rstudio.com/](https://www.rstudio.com/)

[https://www.rstudio.com/products/rstudio/download/](https://www.rstudio.com/products/rstudio/download/)

[https://moderndive.com/2-getting-started.html](https://moderndive.com/2-getting-started.html)

---

### RStudio


[![](http://www-users.york.ac.uk/~er13/RStudio%20Anatomy.svg)](https://buzzrbeeline.blog/2018/07/04/rstudio-anatomy/)



---

### RStudio eklentileri

- Discover and install useful RStudio addins

https://cran.r-project.org/web/packages/addinslist/README.html

https://rstudio.github.io/rstudioaddins/


```
devtools::install_github("rstudio/addinexamples", type = "source")
```


---

## MacOS için

### X11

https://www.xquartz.org/

### Java OS

https://support.apple.com/kb/dl1572

---


# R zor şeyler için kolay, kolay şeyler için zor


- [R makes easy things hard, and hard things easy](http://r4stats.com/articles/why-r-is-hard-to-learn/)


- Aynı şeyi çok fazla şekilde yapmak mümkün

R Syntax Comparison::CHEAT SHEET

https://www.amelia.mn/Syntax-cheatsheet.pdf


---


<blockquote class="twitter-tweet" data-lang="en"><p lang="en" dir="ltr"><a href="https://twitter.com/hashtag/RStats?src=hash&amp;ref_src=twsrc%5Etfw">#RStats</a> — There are always several ways to do the same thing... nice example on with the identity matrix by <a href="https://twitter.com/TeaStats?ref_src=twsrc%5Etfw">@TeaStats</a> <a href="https://t.co/O3GXdPiM32">https://t.co/O3GXdPiM32</a></p>&mdash; Colin Fay 🤘 (@_ColinFay) <a href="https://twitter.com/_ColinFay/status/1112746633467518977?ref_src=twsrc%5Etfw">April 1, 2019</a></blockquote>
<script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>

---


# R paketleri


## Neden paketler var

[![](https://ismayc.github.io/talks/ness-infer/img/appstore.png)](https://ismayc.github.io/talks/ness-infer/slide_deck.html#7)

---

<script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script><blockquote class="twitter-tweet" data-lang="en"><p lang="en" dir="ltr">I love the <a href="https://twitter.com/hashtag/rstats?src=hash&amp;ref_src=twsrc%5Etfw">#rstats</a> community.<br>Someone is like, &quot;oh hey peeps, I saw a big need for this mundane but difficult task that I infrequently do, so I created a package that will literally scrape the last bits of peanut butter out of the jar for you. It&#39;s called pbplyr.&quot;<br>What a tribe.</p>&mdash; Frank Elavsky ᴰᵃᵗᵃ ᵂᶦᶻᵃʳᵈ (@Frankly_Data) <a href="https://twitter.com/Frankly_Data/status/1014189095294291968?ref_src=twsrc%5Etfw">July 3, 2018</a></blockquote>

<!-- --- -->

<!-- https://blog.mitchelloharawild.com/blog/user-2018-feature-wall/ -->

---

![](https://blog.mitchelloharawild.com/blog/2018-07-11-user-2018-feature-wall_files/final.jpg)

---

## Paketleri nereden bulabiliriz

- Available CRAN Packages By Name  
https://cran.r-project.org/web/packages/available_packages_by_name.html

- CRAN Task Views  
https://cran.r-project.org/web/views/

- Bioconductor  
https://www.bioconductor.org

- RecommendR  
http://recommendr.info/

- pkgsearch  
CRAN package search  
https://github.com/metacran/pkgsearch

- CRANsearcher  
https://github.com/RhoInc/CRANsearcher  

- Awesome R  
https://awesome-r.com/  

---

## Kendi paket evrenini oluştur

- pkgverse: Build a Meta-Package Universe  
https://cran.r-project.org/web/packages/pkgverse/index.html


---

## R paket yükleme

```r
install.packages("tidyverse", dependencies = TRUE)
install.packages("jmv", dependencies = TRUE)
install.packages("questionr", dependencies = TRUE)
install.packages("Rcmdr", dependencies = TRUE)
install.packages("summarytools")
```

---

## Paket çağırma

```r
require(tidyverse)  
require(jmv)  
require(questionr)  
library(summarytools)  
library(gganimate)  
```



---

# R için yardım bulma


```r
?mean
??efetch
help(merge)
example(merge)
RSiteSearch("shiny")
```

---

- Vignette

![:scale 80%](figures/vignette.png)

---

- RDocumentation
https://www.rdocumentation.org

- R Package Documentation
https://rdrr.io/

- GitHub

- Stackoverflow

https://stackoverflow.com/

- Google uygun anahtar kelime

---

<script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script><blockquote class="twitter-tweet" data-lang="en"><p lang="en" dir="ltr">How I use <a href="https://twitter.com/hashtag/rstats?src=hash&amp;ref_src=twsrc%5Etfw">#rstats</a> <br>h/t <a href="https://twitter.com/ThePracticalDev?ref_src=twsrc%5Etfw">@ThePracticalDev</a> <a href="https://t.co/erRnTG0Ujr">pic.twitter.com/erRnTG0Ujr</a></p>&mdash; Emily Bovee (@ebovee09) <a href="https://twitter.com/ebovee09/status/1028037594947485696?ref_src=twsrc%5Etfw">August 10, 2018</a></blockquote>


---


![](figures/Google-package-name.png)

---



![](figures/Google-start-with-R.png)


- Google'da ararken `[R]` yazmak da işe yarayabiliyor.


---

- searcher package 📦


[![](https://camo.githubusercontent.com/12f0e2d18047f1b5f36fbeb09a1d0e548236883f/68747470733a2f2f692e696d6775722e636f6d2f5a7132726736472e676966)](https://github.com/coatless/searcher)



---

- Awesome Cheatsheet
https://github.com/detailyang/awesome-cheatsheet

http://cran.r-project.org/doc/contrib/Baggott-refcard-v2.pdf

https://www.rstudio.com/resources/cheatsheets/


- Awesome R

https://github.com/qinwf/awesome-R#readme

https://awesome-r.com/


- Twitter

https://twitter.com/hashtag/rstats?src=hash

---


- Use Reproducible Examples When Asking  

<blockquote class="twitter-tweet" data-lang="en"><p lang="en" dir="ltr">Got a question to ask on <a href="https://twitter.com/SlackHQ?ref_src=twsrc%5Etfw">@SlackHQ</a> or post on <a href="https://twitter.com/github?ref_src=twsrc%5Etfw">@github</a>? No time to read the long post on how to use reprex? Here is a 20-second gif for you to format your R codes nicely and for others to reproduce your problem. (An example from a talk given by <a href="https://twitter.com/JennyBryan?ref_src=twsrc%5Etfw">@JennyBryan</a>) <a href="https://twitter.com/hashtag/rstat?src=hash&amp;ref_src=twsrc%5Etfw">#rstat</a> <a href="https://t.co/gpuGXpFIsX">pic.twitter.com/gpuGXpFIsX</a></p>&mdash; ZhiYang (@zhiiiyang) <a href="https://twitter.com/zhiiiyang/status/1053006003711569920?ref_src=twsrc%5Etfw">October 18, 2018</a></blockquote><script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>


- Keeping up to date with R news  
https://masalmon.eu/2019/01/25/uptodate/  

---

# Rstudio ile proje oluşturma

https://support.rstudio.com/hc/en-us/articles/200526207-Using-Projects

![](http://www.rstudio.com/images/docs/projects_new.png)

---

# RStudio ile veri yükleme

https://support.rstudio.com/hc/en-us/articles/218611977-Importing-Data-with-RStudio

![](https://support.rstudio.com/hc/en-us/article_attachments/206277618/data-import-overview.gif)

---

## Excel

## SPSS

## CSV


---

# Veriyi görüntüleme

<script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script><blockquote class="twitter-tweet" data-lang="en"><p lang="en" dir="ltr">Spreadsheet users using <a href="https://twitter.com/hashtag/rstats?src=hash&amp;ref_src=twsrc%5Etfw">#rstats</a>:  where&#39;s the data?<a href="https://twitter.com/hashtag/rstats?src=hash&amp;ref_src=twsrc%5Etfw">#rstats</a> users using spreadsheets:  where&#39;s the code?</p>&mdash; Leonard Kiefer (@lenkiefer) <a href="https://twitter.com/lenkiefer/status/1015587475580956672?ref_src=twsrc%5Etfw">July 7, 2018</a></blockquote>

---

# Veriyi görüntüleme

```r
library(nycflights13)
summary(flights)
```

```r
View(data)
```

```r
data()
```


```r
head(data, n = 10)
```

```r
tail(data)
```

```r
glimpse(data)
```


```r
str(data)
```


```r
skimr::skim()
```

---


# Veriyi değiştirme

## Veriyi kod ile değiştirelim

## Veriyi eklentilerle değiştirme

![:scale 30%](figures/change_data.png)


---


## RStudio aracılığıyla recode

*questionr* paketi kullanılacak

![:scale 30%](figures/level_recode.png)


---



https://juba.github.io/questionr/articles/recoding_addins.html


![](https://raw.githubusercontent.com/juba/questionr/master/resources/screenshots/irec_1.png)


---

![](https://raw.githubusercontent.com/juba/questionr/master/resources/screenshots/irec_2.png)


---

![](https://raw.githubusercontent.com/juba/questionr/master/resources/screenshots/irec_3.png)


---

# Basit tanımlayıcı istatistikler

```
summary()
```

```
mean
```

```
median
```

```
min
```

```
max
```

```
sd
```

```
table()
```

---


```{r descriptive, echo=TRUE, include = TRUE}
library(readr)
irisdata <- read_csv("data/iris.csv")

jmv::descriptives(
    data = irisdata,
    vars = "Sepal.Length",
    splitBy = "Species",
    freq = TRUE,
    hist = TRUE,
    dens = TRUE,
    bar = TRUE,
    box = TRUE,
    violin = TRUE,
    dot = TRUE,
    mode = TRUE,
    sum = TRUE,
    sd = TRUE,
    variance = TRUE,
    range = TRUE,
    se = TRUE,
    skew = TRUE,
    kurt = TRUE,
    quart = TRUE,
    pcEqGr = TRUE)
```

---

```{r scatter, echo=TRUE, include=TRUE}
# install.packages("scatr")
scatr::scat(
    data = irisdata,
    x = "Sepal.Length",
    y = "Sepal.Width",
    group = "Species",
    marg = "dens",
    line = "linear",
    se = TRUE)
```

---

## summarytools

https://cran.r-project.org/web/packages/summarytools/vignettes/Introduction.html

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
library(summarytools)
summarytools::freq(iris$Species, style = "rmarkdown")
```


---

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
summarytools::freq(iris$Species, report.nas = FALSE, style = "rmarkdown", headings = FALSE)
```


---


```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
with(tobacco, print(ctable(smoker, diseased), method = 'render'))
```


---


```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
with(tobacco,
     print(ctable(smoker, diseased, prop = 'n', totals = FALSE),
           omit.headings = TRUE, method = "render"))
```

---

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
summarytools::descr(iris, style = "rmarkdown")
```

---

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
descr(iris,
      stats = c("mean", "sd", "min", "med", "max"),
      transpose = TRUE,
      headings = FALSE,
      style = "rmarkdown")
```

---

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
# view(dfSummary(iris))

```


![](figures/dfsummary.png)

<!-- --- -->

<!-- ```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'} -->
<!-- dfSummary(tobacco, -->
<!--           plain.ascii = FALSE, -->
<!--           style = "grid") -->
<!-- ``` -->


---

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
# First save the results
iris_stats_by_species <- by(data = iris,
                            INDICES = iris$Species,
                            FUN = descr, stats = c("mean", "sd", "min", "med", "max"),
                            transpose = TRUE)
# Then use view(), like so:
view(iris_stats_by_species, method = "pander", style = "rmarkdown")
```


---


```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
# view(iris_stats_by_species)
```

![](figures/DescriptiveStatistics.png)

---

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
data(tobacco) # tobacco is an example dataframe included in the package
BMI_by_age <- with(tobacco,
                   by(BMI, age.gr, descr,
                      stats = c("mean", "sd", "min", "med", "max")))
view(BMI_by_age, "pander", style = "rmarkdown")
```

---

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
BMI_by_age <- with(tobacco,
                   by(BMI, age.gr, descr,  transpose = TRUE,
                      stats = c("mean", "sd", "min", "med", "max")))

view(BMI_by_age, "pander", style = "rmarkdown", omit.headings = TRUE)
```

<!-- --- -->

<!-- ```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'} -->
<!-- tobacco_subset <- tobacco[ ,c("gender", "age.gr", "smoker")] -->
<!-- freq_tables <- lapply(tobacco_subset, freq) -->

<!-- # view(freq_tables, footnote = NA, file = 'freq-tables.html') -->
<!-- ``` -->

---

```{r, include=TRUE, comment=NA, prompt=FALSE, cache=FALSE, echo=TRUE, results='asis'}
what.is(iris)
```

<!-- --- -->

<!-- ```{r} -->
<!-- freq(tobacco$gender, style = 'rmarkdown') -->
<!-- ``` -->

<!-- --- -->

<!-- ```{r} -->
<!-- print(freq(tobacco$gender), method = 'render') -->
<!-- ``` -->

<!-- --- -->

<!-- ## skimr -->

<!-- ``` -->
<!-- library(skimr) -->
<!-- skim(df) -->
<!-- ``` -->

---

## DataExplorer

```
library(DataExplorer)
DataExplorer::create_report(df)
```


[![](https://static1.squarespace.com/static/58eef8846a4963e429687a4d/t/5bdfc2fb4d7a9c04ee50b7aa/1541391160702/dataExplorerGifLg.gif?format=1500w)](https://www.littlemissdata.com/blog/simple-eda)



---

## inspectdf

https://github.com/alastairrushworth/inspectdf


---

## Grafikler

```{r echo=TRUE}
# library(ggplot2)
# library(mosaic)
# mPlot(irisdata)
```

<!-- --- -->


<!-- ```{r, results="asis"} -->
<!-- ctable(tobacco$gender, tobacco$smoker, style = 'rmarkdown') -->
<!-- ``` -->

<!-- --- -->


<!-- ```{r} -->
<!-- print(ctable(tobacco$gender, tobacco$smoker), method = 'render') -->
<!-- ``` -->


<!-- --- -->

```
descr(tobacco, style = 'rmarkdown')

print(descr(tobacco), method = 'render', table.classes = 'st-small')

dfSummary(tobacco, style = 'grid', plain.ascii = FALSE)

print(dfSummary(tobacco, graph.magnif = 0.75), method = 'render')
```

---

A beginner kit for #rstats
The Landscape of R Packages for Automated Exploratory Data Analysis
https://journal.r-project.org/archive/2019/RJ-2019-033/


@article{RJ-2019-033,
  author = {Mateusz Staniak and Przemysław Biecek},
  title = {{The Landscape of R Packages for Automated Exploratory Data
          Analysis}},
  year = {2019},
  journal = {{The R Journal}},
  doi = {10.32614/RJ-2019-033},
  url = {https://journal.r-project.org/archive/2019/RJ-2019-033/index.html}
}



---



<blockquote class="twitter-tweet" data-lang="en"><p lang="en" dir="ltr">Here, building up a <a href="https://twitter.com/hashtag/ggplot2?src=hash&amp;ref_src=twsrc%5Etfw">#ggplot2</a> as slowly as possible, <a href="https://twitter.com/hashtag/rstats?src=hash&amp;ref_src=twsrc%5Etfw">#rstats</a>.  Incremental adjustments.  <a href="https://twitter.com/hashtag/rstatsteachingideas?src=hash&amp;ref_src=twsrc%5Etfw">#rstatsteachingideas</a> <a href="https://t.co/nUulQl8bPh">pic.twitter.com/nUulQl8bPh</a></p>&mdash; Gina Reynolds (@EvaMaeRey) <a href="https://twitter.com/EvaMaeRey/status/1029104656763572226?ref_src=twsrc%5Etfw">August 13, 2018</a></blockquote><script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>


---


[![](https://raw.githubusercontent.com/dreamRs/esquisse/master/man/figures/esquisse.gif)](https://github.com/dreamRs/esquisse)


<blockquote class="twitter-tweet" data-lang="en"><p lang="en" dir="ltr">Dreaming of a fancy <a href="https://twitter.com/hashtag/Rstats?src=hash&amp;ref_src=twsrc%5Etfw">#Rstats</a> <a href="https://twitter.com/hashtag/ggplot?src=hash&amp;ref_src=twsrc%5Etfw">#ggplot</a> <a href="https://twitter.com/hashtag/dataviz?src=hash&amp;ref_src=twsrc%5Etfw">#dataviz</a> but still scared of typing <a href="https://twitter.com/hashtag/code?src=hash&amp;ref_src=twsrc%5Etfw">#code</a>? <a href="https://twitter.com/_pvictorr?ref_src=twsrc%5Etfw">@_pvictorr</a> esquisse package has you covered <a href="https://t.co/1vIDXcVAAF">https://t.co/1vIDXcVAAF</a> <a href="https://t.co/RlTkptnrNv">pic.twitter.com/RlTkptnrNv</a></p>&mdash; Radoslaw Panczak (@RPanczak) <a href="https://twitter.com/RPanczak/status/1047019588658040832?ref_src=twsrc%5Etfw">October 2, 2018</a></blockquote>
<script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>



<!-- ## Tablolar -->


---


# Bazı arayüzler

https://sbalci.github.io/MyRCodesForDataAnalysis/R-Arayuzler.nb.html


---


## Rcmdr

```
library(Rcmdr)

Rcmdr::Commander()

```


- A Comparative Review of the R Commander GUI for R

http://r4stats.com/articles/software-reviews/r-commander/


---

## jamovi

https://www.jamovi.org/

<!-- ![![](https://www.jamovi.org/assets/main-screenshot.png)](https://www.jamovi.org/) -->


https://blog.jamovi.org/2018/07/30/rj.html

<!-- ![![](https://blog.jamovi.org/assets/images/rj.png)](https://blog.jamovi.org/2018/07/30/rj.html) -->

---

# R nereden öğrenilir

https://sbalci.github.io/MyRCodesForDataAnalysis/WhereToLearnR.nb.html

---

# Sonraki Konular

- RStudio ile GitHub kullanımı
- R Markdown ve R Notebook ile tekrarlanabilir rapor
- Hipotez testleri



-----


# Geri Bildirim

- Geri bildirim için tıklayınız: _[Geri bildirim formu](https://goo.gl/forms/YjGZ5DHgtPlR1RnB3)_


---


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---


<!-- ``` -->
<!-- # Save Final Data -->

<!-- saved data after analysis to `Data-After-Analysis.xlsx`. -->

<!-- saveRDS(mydata, "Data-After-Analysis.rds") -->

<!-- writexl::write_xlsx(mydata, "Data-After-Analysis.xlsx") -->

<!-- file.info("Data-After-Analysis.xlsx")$ctime -->

<!-- ``` -->

<!-- --- -->


# Libraries Used

```{r}
citation()
```

```
citation("tidyverse")
citation("foreign")
citation("tidylog")
citation("janitor")
citation("jmv")
citation("tangram")
citation("finalfit")
citation("summarytools")
citation("ggstatplot")
citation("readxl")
```


```{r eval=FALSE, include=FALSE}
citation("tidyverse")
citation("foreign")
citation("tidylog")
citation("janitor")
citation("jmv")
citation("tangram")
citation("finalfit")
citation("summarytools")
citation("ggstatplot")
citation("readxl")
```


<!-- --- -->


<!-- ```{r, results='asis'} -->
<!-- report::cite_packages(session = sessionInfo()) -->
<!-- ``` -->


<!-- --- -->

```{r}
sessionInfo()
```

---


# İletişim  

Completed on `r Sys.time()`.  

Serdar Balci, MD, Pathologist  
drserdarbalci@gmail.com  

https://rpubs.com/sbalci/CV   
https://sbalci.github.io/  
https://github.com/sbalci  
https://twitter.com/serdarbalci

---

```{r}
CommitMessage <- paste("updated on ", Sys.time(), sep = "")

wd <- getwd()

gitCommand <- paste("cd ", wd, " \n git add . \n git commit --message '", CommitMessage, "' \n git push origin master \n", sep = "")

system(command = gitCommand, intern = TRUE
)

```








